A review of data-driven building energy consumption prediction studies

K Amasyali, NM El-Gohary - Renewable and Sustainable Energy Reviews, 2018 - Elsevier
Energy is the lifeblood of modern societies. In the past decades, the world's energy
consumption and associated CO 2 emissions increased rapidly due to the increases in …

Rethinking the role of occupant behavior in building energy performance: A review

Y Zhang, X Bai, FP Mills, JCV Pezzey - Energy and Buildings, 2018 - Elsevier
Technology alone will not achieve building energy conservation goals, and humans and
their energy-related behavior in buildings must be included in energy performance efforts …

Occupant behavior modeling for building performance simulation: Current state and future challenges

D Yan, W O'Brien, T Hong, X Feng, HB Gunay… - Energy and …, 2015 - Elsevier
Occupant behavior is now widely recognized as a major contributing factor to uncertainty of
building performance. While a surge of research on the topic has occurred over the past four …

[HTML][HTML] A critical review of occupant energy consumption behavior in buildings: How we got here, where we are, and where we are headed

X Xu, H Yu, Q Sun, VWY Tam - Renewable and Sustainable Energy …, 2023 - Elsevier
Occupant behavior has been widely considered as one of the key influencing factors on
building energy consumption. The complexity of its formation mechanism and the dynamic …

Modeling occupant behavior in buildings

S Carlucci, M De Simone, SK Firth, MB Kjærgaard… - Building and …, 2020 - Elsevier
In the last four decades several methods have been used to model occupants' presence and
actions (OPA) in buildings according to different purposes, available computational power …

Occupant behavior in building energy simulation: Towards a fit-for-purpose modeling strategy

I Gaetani, PJ Hoes, JLM Hensen - Energy and Buildings, 2016 - Elsevier
Occupant behavior is nowadays acknowledged as a main source of discrepancy between
predicted and actual building performance; therefore, researchers attempt to model …

[HTML][HTML] State-of-the-art review of occupant behavior modeling and implementation in building performance simulation

O Ahmed, N Sezer, M Ouf, LL Wang… - … and Sustainable Energy …, 2023 - Elsevier
Occupant Behavior (OB) is one of the major drivers of building energy consumption.
However, OB is usually oversimplified in Building Performance Simulation (BPS), resulting …

[HTML][HTML] Future global electricity demand load curves

VZ Castillo, HS De Boer, RM Muñoz, DEHJ Gernaat… - Energy, 2022 - Elsevier
The rapidly increasing electricity demand and the expected increase in the contribution of
variable renewable energy sources raise the need for looking at the characteristics of long …

Occupant-centric urban building energy modeling: Approaches, inputs, and data sources-A review

S Dabirian, K Panchabikesan, U Eicker - Energy and buildings, 2022 - Elsevier
Occupant-related inputs are significant parameters that influence energy simulation
accuracy at both the building and urban levels. In most previous research works, fixed …

Modeling energy consumption in residential buildings: A bottom-up analysis based on occupant behavior pattern clustering and stochastic simulation

L Diao, Y Sun, Z Chen, J Chen - Energy and Buildings, 2017 - Elsevier
In residential buildings, occupant behavior and occupancy status have a significant impact
on energy consumption variation. Although the American Society of Heating, Refrigerating …